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#artificial intelligence Preprint Oct 2026

Monte Carlo Estimation for KV Cache Eviction

This work casts fixed-budget future-aware eviction as distributional estimation over plausible model-conditional query trajectories and introduces LORE-KV (Lookahead Output-perturbation with Reliability-weighted Ensembles for Key-Value caches), a training-free method that samples short autoregressive continuations from...

Ahsan Bilal, Muhammad Ahmed Mohsin, Muhammad Umer et al. · 1 citation

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